{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gaston tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Gaston is a plotting package for Julia that relies on gnuplot. It focuses on fast, simple plotting, and leaves publication-quality plots to tools such as pgfplots. This tutorial covers Gaston version 0.7.2.\n",
    "\n",
    "Gaston's code repository is [here](https://github.com/mbaz/Gaston.jl)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make sure that [gnuplot](http://gnuplot.info) is installed on your system and in the system path. Confirm by running in Julia:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gnuplot 5.2 patchlevel 2\n"
     ]
    }
   ],
   "source": [
    "run(`gnuplot --version`)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Any errors here mean that gnuplot is not properly installed.\n",
    "\n",
    "Once gnuplot is functional, install Gaston using Julia's package manager by running `Pkg.add(\"Gaston\")`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview of main plotting commands"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Gaston offers four types of plots: regular 2D plots, surface (3D) plots, histograms, and images. Start by loading it into your Julia session:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "using Gaston"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2D plots\n",
    "\n",
    "To plot a vector `y` against a vector `x`, use the command `plot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(1, Gaston.AxesConf(\"\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(0.0:0.01:1.0, [0.0, 0.309017, 0.587785, 0.809017, 0.951057, 1.0, 0.951057, 0.809017, 0.587785, 0.309017  …  -0.309017, -0.587785, -0.809017, -0.951057, -1.0, -0.951057, -0.809017, -0.587785, -0.309017, -1.22465e-15], Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"lines\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = 0:0.01:1\n",
    "plot(t, sin.(2π*5*t));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You may control certain properties of the axes, as well as the curve. Axes properties are:\n",
    "\n",
    "* `title`\n",
    "* `xlabel`\n",
    "* `ylabel`\n",
    "* `grid` (allowed values: `\"\"`, `\"on\"` or `\"off\"`)\n",
    "* `xrange`\n",
    "* `yrange`\n",
    "* `box`\n",
    "\n",
    "A curve's properties are:\n",
    "\n",
    "* `plotstyle` (allowed values are given in `Gaston.supported_2Dplotstyles` variable)\n",
    "* `legend`\n",
    "* `color`\n",
    "* `linewidth`\n",
    "* `linestyle` (a string containing a combination of `-`, `.`, `_` and space; empty string plots solid line)\n",
    "* `pointsize`\n",
    "* `marker` (allowed values are given in `Gaston.supported_markers` variable)\n",
    "\n",
    "These follow GnuPlot's standard syntax, and can be set by setting each property in the `plot` command. For example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(1, Gaston.AxesConf(\"A sine wave\", \"Time (s)\", \"Amplitude\", \"\", \"empty\", \"on\", \"inside vertical right top\", \"\", \"[*:*]\", \"[-1.1:1.1]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(0.0:0.01:1.0, [0.0, 0.309017, 0.587785, 0.809017, 0.951057, 1.0, 0.951057, 0.809017, 0.587785, 0.309017  …  -0.309017, -0.587785, -0.809017, -0.951057, -1.0, -0.951057, -0.809017, -0.587785, -0.309017, -1.22465e-15], Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"linespoints\", \"blue\", \"ecircle\", 3, \"-.-\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(t,sin.(2π*5*t),title=\"A sine wave\",xlabel=\"Time (s)\",ylabel=\"Amplitude\",grid=\"on\",linewidth=3,color=\"blue\",\n",
    "    yrange=\"[-1.1:1.1]\",marker=\"ecircle\",plotstyle=\"linespoints\",linestyle=\"-.-\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that, if the `x` coordinate is ommited, the indices of `y` will be used instead.\n",
    "\n",
    "Other curves can be added to the same plot by using the `plot!()` command. Only curve properties can be used with this command; the axes properties remain unchanged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(1, Gaston.AxesConf(\"A sine wave\", \"Time (s)\", \"Amplitude\", \"\", \"empty\", \"on\", \"inside vertical right top\", \"\", \"[*:*]\", \"[-1.1:1.1]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(0.0:0.01:1.0, [0.0, 0.309017, 0.587785, 0.809017, 0.951057, 1.0, 0.951057, 0.809017, 0.587785, 0.309017  …  -0.309017, -0.587785, -0.809017, -0.951057, -1.0, -0.951057, -0.809017, -0.587785, -0.309017, -1.22465e-15], Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"linespoints\", \"blue\", \"ecircle\", 3, \"-.-\", 0.5)), Gaston.Curve(0.0:0.01:1.0, [1.0, 0.951057, 0.809017, 0.587785, 0.309017, 6.12323e-17, -0.309017, -0.587785, -0.809017, -0.951057  …  -0.951057, -0.809017, -0.587785, -0.309017, -2.93977e-15, 0.309017, 0.587785, 0.809017, 0.951057, 1.0], Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"lines\", \"red\", \"\", 2, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot!(t,cos.(2π*5*t),color=\"red\",linewidth=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3D plots\n",
    "\n",
    "Gaston can plot 3D surfaces using the `surf` command, which works in two different ways. The first is by giving it explicit `x`, `y` and `z` coordinates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(1, Gaston.AxesConf(\"3D: Valley of the Gnu from gnuplot manual\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve([0, 1, 2, 3], [0, 1, 2], [10 10 10; 10 5 10; 10 1 10; 10 0 10], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"lines\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=[0,1,2,3]\n",
    "y=[0,1,2]\n",
    "Z=[10 10 10; 10 5 10;10 1 10; 10 0 10]\n",
    "surf(x,y,Z,title = \"3D: Valley of the Gnu from gnuplot manual\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The second alternative is to pass `x`, `y` coordinates to a function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the `surf` command takes the same options as `plot`, with the addition of the `zrange` axes property."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(1, Gaston.AxesConf(\"Sombrero\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(-15.0:0.33:14.7, -15.0:0.33:14.7, [0.033084 0.0403614 … 0.0451863 0.0397807; 0.0403614 0.0456597 … 0.0483739 0.0452753; … ; 0.0451863 0.0483739 … 0.0489706 0.0481925; 0.0397807 0.0452753 … 0.0481925 0.0448718], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"pm3d\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = y = -15:0.33:15\n",
    "surf(x,y,(x,y)->sin(sqrt(x.*x+y.*y))/sqrt(x.*x+y.*y),title=\"Sombrero\",plotstyle=\"pm3d\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The palette can be set with the `palette` setting. See gnuplot's documentation for details and valid values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"Sombrero\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"gray\"), Gaston.Curve[Gaston.Curve(-15.0:0.33:14.7, -15.0:0.33:14.7, [0.033084 0.0403614 … 0.0451863 0.0397807; 0.0403614 0.0456597 … 0.0483739 0.0452753; … ; 0.0451863 0.0483739 … 0.0489706 0.0481925; 0.0397807 0.0452753 … 0.0481925 0.0448718], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"pm3d\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set(palette=\"gray\")\n",
    "surf(x,y,(x,y)->sin(sqrt(x.*x+y.*y))/sqrt(x.*x+y.*y),title=\"Sombrero\",plotstyle=\"pm3d\");\n",
    "set(palette=\"\") # revert to default"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Images\n",
    "\n",
    "The command to plot an image is `imagesc`. It can plot a scaled or RGB image, depending on whether the `z` argument is an array with two or three dimensions. This command takes the properties `title`, `xlabel` and `ylabel`. In addition, RGB images can take a parameter `clim`, which must be a two-element array, and which is used to scale the image values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"Simple scaled image\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(1:5, 1:4, [5 4 … 1 0; 2 2 … 0 1; 0 0 … 1 0; 0 1 … 4 3], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"image\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Z = [5 4 3 1 0; 2 2 0 0 1; 0 0 0 1 0; 0 1 2 4 3]\n",
    "imagesc(Z,title=\"Simple scaled image\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"RGB Image\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(1:25, 1:25, [0.0 0.0 … 140.921 147.632; 0.0 0.0 … 147.632 154.342; … ; 140.921 147.632 … 255.0 255.0; 147.632 154.342 … 255.0 255.0]\n",
       "\n",
       "[147.632 140.921 … 0.0 0.0; 154.342 147.632 … 0.0 0.0; … ; 255.0 255.0 … 147.632 140.921; 255.0 255.0 … 154.342 147.632]\n",
       "\n",
       "[147.632 154.342 … 255.0 255.0; 140.921 147.632 … 255.0 255.0; … ; 0.0 0.0 … 147.632 154.342; 0.0 0.0 … 140.921 147.632], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"rgbimage\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "R = [ x+y for x=0:5:120, y=0:5:120]\n",
    "G = [ x+y for x=0:5:120, y=120:-5:0]\n",
    "B = [ x+y for x=120:-5:0, y=0:5:120]\n",
    "Z = zeros(25,25,3)\n",
    "Z[:,:,1] = R\n",
    "Z[:,:,2] = G\n",
    "Z[:,:,3] = B\n",
    "imagesc(Z,title=\"RGB Image\",clim=[10 200]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histograms\n",
    "\n",
    "To plot histograms, use the `histogram` command. This command takes the same properties as `plot`. In addition, the property `bins` is used to specify the number of bins, and `norm` can be used to normalize the area under the histogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"Histogram\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[0:1.6]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(0.033892272976469004:0.06654318777149457:0.9654969017773929, [1.27737, 0.991837, 1.05195, 0.931726, 0.976809, 0.886642, 1.12709, 1.082, 0.781447, 0.991837, 1.06698, 1.06698, 0.976809, 0.856587, 0.961781], Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"boxes\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "histogram(rand(1000),bins=15,norm=1,title=\"Histogram\",yrange=\"[0:1.6]\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Financial and error bars\n",
    "\n",
    "Gaston supports plotting using financial bars."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"Example of financial bars\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(1:24, [1.59968, 2.17989, 2.25002, 1.9375, 2.32361, 2.7564, 3.05823, 3.95266, 3.89295, 4.22686  …  5.99882, 6.02069, 6.24344, 6.64151, 6.87744, 7.23728, 7.48277, 7.71294, 7.9662, 8.04777], Real[], Gaston.FinancialCoords(true, [1.58296, 2.13652, 2.16965, 1.86066, 2.31554, 2.73023, 2.99091, 3.86382, 3.85768, 4.20252  …  5.91425, 6.01766, 6.23872, 6.64029, 6.86055, 7.21365, 7.38322, 7.70522, 7.89218, 8.00915], [0.582955, 1.13652, 1.16965, 0.860663, 1.31554, 1.73023, 1.99091, 2.86382, 2.85768, 3.20252  …  4.91425, 5.01766, 5.23872, 5.64029, 5.86055, 6.21365, 6.38322, 6.70522, 6.89218, 7.00915], [3.08296, 3.63652, 3.66965, 3.36066, 3.81554, 4.23023, 4.49091, 5.36382, 5.35768, 5.70252  …  7.41425, 7.51766, 7.73872, 8.14029, 8.36055, 8.71365, 8.88322, 9.20522, 9.39218, 9.50915], [2.58296, 3.13652, 3.16965, 2.86066, 3.31554, 3.73023, 3.99091, 4.86382, 4.85768, 5.20252  …  6.91425, 7.01766, 7.23872, 7.64029, 7.86055, 8.21365, 8.38322, 8.70522, 8.89218, 9.00915]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"financebars\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = [i+rand() for i=1:0.3:8]\n",
    "open=y.-0.1*rand(length(y));\n",
    "close=open.+1;\n",
    "low=open.-1;\n",
    "high=open.+1.5;\n",
    "fin = Gaston.FinancialCoords(open,low,high,close)\n",
    "plot(y,financial=fin,title=\"Example of financial bars\",plotstyle=\"financebars\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Error bars  and error lines are also supported."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"Example of error bars\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(1:40, 1:40, Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(true, [0.188408, 0.497717, 0.861689, 0.650699, 0.617523, 0.909685, 0.429153, 0.693275, 0.858588, 0.145485  …  0.834768, 0.0711999, 0.302645, 0.641615, 0.395893, 0.452804, 0.85184, 0.490098, 0.634087, 0.00734578], Real[]), Gaston.CurveConf(\"\", \"errorbars\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = 1:40\n",
    "err = Gaston.ErrorCoords(rand(40))\n",
    "plot(y,err=err,title=\"Example of error bars\",plotstyle=\"errorbars\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"Example of error lines\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(1:40, 1:40, Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(true, [0.95733, 0.0905159, 0.412868, 0.951907, 0.108429, 0.587689, 0.346311, 0.528869, 0.337255, 0.71893  …  0.527331, 0.319128, 0.268833, 0.317678, 0.946692, 0.411292, 0.0456227, 0.976799, 0.907319, 0.0428416], Real[]), Gaston.CurveConf(\"\", \"errorlines\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = 1:40\n",
    "err = Gaston.ErrorCoords(rand(40))\n",
    "plot(y,err=err,title=\"Example of error lines\",plotstyle=\"errorlines\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure handles\n",
    "\n",
    "Gnuplot has the ability to create and manage multiple figures (windows) simultaneously. This is not useful in a Jupyter notebook, but can be convenient in a desktop environment. Each figure is identified by a unique handle. Handles are integers larger than 0.\n",
    "\n",
    "* `h = figure()` creates a new figure with the smallest available handle\n",
    "* `figure(h)` selects (if existing) or creates a figure with handle `h`\n",
    "* All plot commands return the handle of the figure where the plot was made\n",
    "* All plot commands take a handle as optional argument to indicate the figure where the plot action will be taken\n",
    "* `closefigure(h)` can be used to close and delete figure with handle `h` (or more recently used figure if no argument is given)\n",
    "* `closeall()` closes all figures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building an image manually\n",
    "\n",
    "Sometimes one needs more flexibility than that provided by the high-level plot commands described above. As an example, let's consider the case where we want to plot a theoretical Gaussian PDF along with an experimental Gaussian histogram on the same figure. This can be accomplished by building each individual part of the plot by hand.\n",
    "\n",
    "In Gaston, a figure (which corresponds to a GnuPlot window or plot) has the following structure (which can be seen in the source file `gaston_types.jl`):\n",
    "\n",
    "* Figure\n",
    "    * handle\n",
    "    * AxesConf\n",
    "        * title, xlabel, ylabel, zlabel, fill, grid, box, axis, {x,y,z}range\n",
    "    * Vector of Curves\n",
    "        * Each curve has `x`, `y`, `z`, coordinates plus financial and error bars, and a configuration\n",
    "        * A curve configuration consists of values for legend, plotstyle, color, marker, linewidth, and pointsize\n",
    "\n",
    "To achieve our objective we need to create a histogram curve, a regular curve, an AxesConf object, put them together in a Figure and finally call the low-level plot function of the figure. This can be achieved as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(-3.602118990044828:0.30092024542974677:3.6199669002690946, [0.000664628, 0.00265851, 0.00332314, 0.0109664, 0.022265, 0.0468563, 0.08042, 0.140901, 0.175462, 0.277482  …  0.251229, 0.213013, 0.130932, 0.0850724, 0.0491825, 0.0225973, 0.0096371, 0.0046524, 0.00299083, 0.00132926], Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"Experimental\", \"boxes\", \"purple\", \"\", 1, \"\", 0.5)), Gaston.Curve(-5.0:0.05:5.0, [1.48672e-6, 1.9066e-6, 2.43896e-6, 3.11218e-6, 3.9613e-6, 5.02951e-6, 6.36983e-6, 8.04718e-6, 1.01409e-5, 1.27473e-5  …  1.27473e-5, 1.01409e-5, 8.04718e-6, 6.36983e-6, 5.02951e-6, 3.9613e-6, 3.11218e-6, 2.43896e-6, 1.9066e-6, 1.48672e-6], Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"Theoretical\", \"lines\", \"black\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# first, create the experimental histogram and store the handle\n",
    "h = histogram(randn(10000),bins=25,norm=1,legend=\"Experimental\", color=\"purple\")\n",
    "# second, calculate the theoretical density and add it to the figure\n",
    "x2 = -5:0.05:5\n",
    "theo_pdf = @. 1/sqrt(2π)*exp((-x2^2)/2)  # theoretical Gaussian density\n",
    "theo_cconf = Gaston.CurveConf(color=\"black\",legend=\"Theoretical\")  # configuration of theoretical curve\n",
    "theo_curve = Gaston.Curve(x2,theo_pdf,theo_cconf)  # the actual theoretical curve\n",
    "# finally, plot\n",
    "Gaston.push_figure!(h,theo_curve)  # push curve to the figure with handle h\n",
    "Gaston.llplot(); # call the low-level plot command"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a second example, we will now plot two surfaces on the same figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"Two 3D plots in a single figure\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(-15.0:0.33:14.7, -15.0:0.33:14.7, [-1.93383 -1.91928 … -1.90963 -1.92044; -1.91928 -1.90868 … -1.90325 -1.90945; … ; -1.90963 -1.90325 … -1.90206 -1.90361; -1.92044 -1.90945 … -1.90361 -1.91026], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"lines\", \"magenta\", \"\", 1, \"\", 0.5)), Gaston.Curve(-15.0:0.33:14.7, -15.0:0.33:14.7, [2.67486 2.69901 … 3.27192 3.30354; 2.53476 2.56931 … 3.38909 3.43433; … ; 2.41826 2.46148 … 3.48651 3.54308; 2.54702 2.58067 … 3.37883 3.42287], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"pm3d\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = -15:0.33:15\n",
    "y = -15:0.33:15\n",
    "Z1 = Gaston.meshgrid(x,y,(x,y)->2sin(sqrt(x.*x+y.*y))/sqrt(x.*x+y.*y)-2)\n",
    "h = surf(x,y,Z1,title=\"Two 3D plots in a single figure\", plotstyle=\"lines\",color=\"magenta\")\n",
    "Z2 = Gaston.meshgrid(x,y,(x,y)->cos(x/2)*sin(y/2)+3)\n",
    "c = Gaston.Curve(x,y,Z2,Gaston.CurveConf(plotstyle=\"pm3d\"))\n",
    "Gaston.push_figure!(h,c)\n",
    "Gaston.llplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Setting defaults\n",
    "\n",
    "Whenever a parameter is not specified by the user, Gaston uses a default value. These can be changes with the `set` command. For example, if you like all your plots to be colored cyan:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(1:81, [1.0, 0.951057, 0.809017, 0.587785, 0.309017, 6.12323e-17, -0.309017, -0.587785, -0.809017, -0.951057  …  -0.951057, -0.809017, -0.587785, -0.309017, -2.69484e-15, 0.309017, 0.587785, 0.809017, 0.951057, 1.0], Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"lines\", \"cyan\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set(color=\"cyan\")  # all future plots will be colored cyan\n",
    "plot(cos.(2π*10*(0:0.005:0.4)));\n",
    "set(color=\"blue\") # revert to default"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One thing you may want to do is set the default terminal type, which is `\"wxt\"` by default. MacOS users, for instance, may prefer `\"aqua\"`, or maybe revert to the primitive but more compatible `\"x11\"`:\n",
    "\n",
    "* `set(terminal=\"x11\")` sets the terminal to type `x11`.\n",
    "\n",
    "Note that several properties may be specified at the same time:\n",
    "\n",
    "* `set(terminal=\"qt\",axis=\"semilogy\",title=\"My favorite title\")`\n",
    "\n",
    "Note also that the terminal type cannot be changed within a Jupyter notebook."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving a plot to a file\n",
    "\n",
    "A given plot can be saved to a file using the `printfigure` command, which takes three keyword arguments:\n",
    "\n",
    "* `handle`: the handle of the figure to plot (defaults to current figure)\n",
    "* `term`: defines the terminal used by gnuplot to save the figure. Supported values are `png`, `pdf`, `svg`, `gif`, and `eps`.\n",
    "* `outputfile`: the name of the output file (including extension). A default filename can be configured using `set`.\n",
    "\n",
    "There are five variables that affect how a plot is saved:\n",
    "\n",
    "* print_color\n",
    "* print_fontface\n",
    "* print_fontscale\n",
    "* print_linewidth\n",
    "* print_size\n",
    "\n",
    "See gnuplot's documentation for details. Keep in mind that different terminal interpret these differently; for example, the pdf terminal interprets the size as inches; a reasonable setting for the size would be something like `set(print_size=\"5in, 3in\")`. The `png` terminal, though, expects the size to be given in pixels.\n",
    "\n",
    "Note that the `printfigure` command is disabled inside a Jupyter notebook."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Low-level interaction with gnuplot\n",
    "\n",
    "### `gnuplot_send()`\n",
    "\n",
    "In order to access a feature supported by gnuplot but not exposed by Gaston, you can issue direct commands to gnuplot using `gnuplot_send(s)`. Here, `s` is a string that will be sent directly to gnuplot for execution.\n",
    "\n",
    "However, note that high-level commands such as `plot` reset a figure before plotting, potentially removing the effect of commands issued via `gnuplot_send`. To solve this, commands `plot`, `surf`, `imagesc` and `histogram` take an optional argument, `gpcom`, which must be a string, and which is sent to gnuplot right after the terminal type is set. An example is shown below, where `gpcom` is used to change the default view of a 3D plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(2, Gaston.AxesConf(\"Edge view of a sombrero\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(-15.0:0.33:14.7, -15.0:0.33:14.7, [0.033084 0.0403614 … 0.0451863 0.0397807; 0.0403614 0.0456597 … 0.0483739 0.0452753; … ; 0.0451863 0.0483739 … 0.0489706 0.0481925; 0.0397807 0.0452753 … 0.0481925 0.0448718], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"pm3d\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = y = -15:0.33:15\n",
    "surf(x,y,(x,y)->sin(sqrt(x.*x+y.*y))/sqrt(x.*x+y.*y),title=\"Edge view of a sombrero\",plotstyle=\"pm3d\",gpcom=\"set view 80,20\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Handling errors\n",
    "\n",
    "Gaston goes to some lengths to avoid this, but it is possible to send commands that cause gnuplot to error out. When this happens, no plot or error messages will be produced. It is possible to dig into Gaston's bowels to see if it caught gnuplot's error. First, let's cause an error on purpose:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mGnuplot returned an error message:\n",
      "\n",
      "                 \n",
      "gnuplot> plot '/tmp/gaston-E9QqrYAI-2'  i 0 notitle  with lines linecolor rgb 'nonexisting' lw 1 \n",
      "                                                                                            ^\n",
      "         line 0: unrecognized color name and not a string \"#AARRGGBB\" or \"0xAARRGGBB\"\n",
      "\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "plot(1:10,color=\"nonexisting\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If Gaston received the error from gnuplot, then this flag will be true:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true\n"
     ]
    }
   ],
   "source": [
    "println(Gaston.gnuplot_state.gp_error)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The variable is true, meaning that Gaston captured the error from gnuplot. The actual error value can be obtained as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gnuplot> plot '/tmp/gaston-E9QqrYAI-2'  i 0 notitle  with lines linecolor rgb 'nonexisting' lw 1 \n",
      "                                                                                            ^\n",
      "         line 0: unrecognized color name and not a string \"#AARRGGBB\" or \"0xAARRGGBB\"\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "println(Gaston.gnuplot_state.gp_lasterror)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we can clearly see that the problem was the color name. Let us fix it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Gaston.Figure(3, Gaston.AxesConf(\"\", \"\", \"\", \"\", \"empty\", \"off\", \"inside vertical right top\", \"\", \"[*:*]\", \"[*:*]\", \"[*:*]\", \"\"), Gaston.Curve[Gaston.Curve(1:10, 1:10, Real[], Gaston.FinancialCoords(false, Real[], Real[], Real[], Real[]), Gaston.ErrorCoords(false, Real[], Real[]), Gaston.CurveConf(\"\", \"lines\", \"blue\", \"\", 1, \"\", 0.5))], false)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure()\n",
    "plot(1:10,color=\"blue\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "false\n"
     ]
    }
   ],
   "source": [
    "println(Gaston.gnuplot_state.gp_error)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.6.2",
   "language": "julia",
   "name": "julia-0.6"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
